After adjusting for age, sex and admixture, significant associations with obesity were found for 6 genes in the case-control study (ADIPOQ, FTO, TMEM18, INSIG2, FAIM2/BCDIN3 and BDNF). This evidence concerns the gene MEPCE and obesity due to melanocortin 4 receptor deficiency.